For the design of our decoder, we first take the average over support dimensions of \(\mathcal {A}_p\) , which is then concatenated with appearance embedding from query feature maps and processed by swin transformer [1]} followed by bilinear interpolation. The process is defined as following:
\(\hat{\mathcal {A^{\prime }}} = \mathrm {Decoder}([ \hat{\mathcal {A}},\mathcal {P}(F_{q})]),\) 
